{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.legend import Legend"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 以设置一个中空的饼图的背景为例学习定制图形方格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [10,15,16,24,31,58]\n",
    "colors = [\"#ffe3fe\",\"#b4aee8\",\"#93329e\",\"#440a67\",\"#fff600\",\"#ff005c\"]\n",
    "labels = [\"香蕉\",\"菠萝\",\"苹果\",\"凤梨\",\"甜橘\",\"甘蔗\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Pie():\n",
    "    def __init__(self,data,colors,labels):\n",
    "        self.data = data\n",
    "        self.colors = colors\n",
    "        self.labels = labels\n",
    "        \n",
    "    def generate_pie(self):\n",
    "        fig = plt.figure(figsize=(10,5),dpi=100)\n",
    "        \n",
    "        # fig.patch.set_facecolor(\"black\")\n",
    "        fig_patch_color = fig.patch.get_facecolor()\n",
    "        ax = fig.add_subplot(1,1,1)\n",
    "        patches,_ = ax.pie(data,colors=self.colors,radius=1)\n",
    "        for p in patches:\n",
    "            p.set(edgecolor=fig_patch_color,linewidth=4)\n",
    "        \n",
    "        # 空心\n",
    "        ax.pie([1],radius=0.7,colors=[fig_patch_color],wedgeprops=dict(linewidth=0))\n",
    "        legend = Legend(ax,handles=patches,labels=self.labels,loc=\"center left\")\n",
    "        legend.set_bbox_to_anchor((1,0.5))\n",
    "        legend.set_frame_on(False)\n",
    "        \n",
    "        ax.add_artist(legend);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use(\"dark_background\")\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie = Pie(data,colors,labels)\n",
    "pie.generate_pie()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 选取内置的风格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use(\"classic\")\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie2 = Pie(data,colors,labels)\n",
    "pie2.generate_pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"fast\")\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "pie3 = Pie(data,colors,labels)\n",
    "pie3.generate_pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark-palette', 'seaborn-dark', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'seaborn', 'Solarize_Light2', 'tableau-colorblind10', '_classic_test']\n"
     ]
    }
   ],
   "source": [
    "print(plt.style.available)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('dark_background'):\n",
    "    pie3 = Pie(data,colors,labels)\n",
    "    pie3.generate_pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.rc(\"legend\",labelspacing=0.5,borderaxespad=0,handleheight=1.5)\n",
    "mpl.rc(\"text\",color=\"#7868e6\")\n",
    "mpl.rc(\"font\",family=\"sans-serif\")\n",
    "pie3 = Pie(data,colors,labels)\n",
    "pie3.generate_pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Pie2():\n",
    "    def __init__(self,data,colors,labels):\n",
    "        self.data = data\n",
    "        self.colors = colors\n",
    "        self.labels = labels\n",
    "        \n",
    "    def generate_pie(self):\n",
    "        fig = plt.figure(figsize=(10,5),dpi=100)\n",
    "        \n",
    "        # fig.patch.set_facecolor(\"black\")\n",
    "        fig_patch_color = fig.patch.get_facecolor()\n",
    "        ax = fig.add_subplot(1,1,1)\n",
    "        patches,_ = ax.pie(data,colors=self.colors,radius=1)\n",
    "        for p in patches:\n",
    "            p.set(edgecolor=fig_patch_color,linewidth=4)\n",
    "#             p.set_width(0.4)\n",
    "        \n",
    "        # 空心\n",
    "        legend = Legend(ax,handles=patches,labels=self.labels,loc=\"center left\")\n",
    "        legend.set_bbox_to_anchor((1,0.5))\n",
    "        legend.set_frame_on(False)\n",
    "        \n",
    "        ax.add_artist(legend);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie3 = Pie2(data,colors,labels)\n",
    "pie3.generate_pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(359, 613, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x15a18633f98>]"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "im = plt.imread(\"alone_bird.jpg\")\n",
    "print(im.shape)\n",
    "height = im.shape[0]\n",
    "width = im.shape[1]\n",
    "xlim = height / width * 80\n",
    "plt.ylim([ -1 * xlim/2, xlim/2])\n",
    "plt.imshow(im,extent=[0, 80, -1 * xlim/2, xlim/2])\n",
    "x = np.arange(20)\n",
    "y = np.sin(x) * 20\n",
    "plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.image as img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Pie3():\n",
    "    def __init__(self,data,colors,labels):\n",
    "        self.data = data\n",
    "        self.colors = colors\n",
    "        self.labels = labels\n",
    "        \n",
    "    def generate_pie(self):\n",
    "        fig = plt.figure(figsize=(6.13,3.59),dpi=100)\n",
    "        im = img.imread(\"alone_bird.jpg\")\n",
    "        fig.figimage(im,alpha=1,zorder=-100)\n",
    "        \n",
    "        ax = fig.add_subplot(1,1,1)\n",
    "        patches,_ = ax.pie(data,colors=self.colors,radius=1)\n",
    "        for p in patches:\n",
    "            p.set(zorder=100)\n",
    "            p.set_edgecolor(\"white\")\n",
    "            p.set_width(0.4)\n",
    "        \n",
    "        # 空心\n",
    "        legend = Legend(ax,handles=patches,labels=self.labels,loc=\"center left\")\n",
    "        legend.set_bbox_to_anchor((1,0.5))\n",
    "        legend.set_frame_on(False)\n",
    "        \n",
    "        ax.add_artist(legend)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 613x359 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie4 = Pie3(data,colors,labels)\n",
    "pie4.generate_pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
